[The analysis of threshold effect using Empower Stats software].

Lin Lin, Chang-zhong Chen, Xiao-dan Yu
Author Information
  1. Lin Lin: Department of Epidemiology, School of Binzhou Medical College, Yantai 264003, China.
  2. Chang-zhong Chen: Dana-Farber Cancer Institute, Harvard Medical School, Boston, USA;
  3. Xiao-dan Yu: Shanghai Key Laboratory of Children's Environmental Health,Xinhua Hospital Affiliated to School of Medicine, Shanghai Jiaotong University. Email: xdyu1108@163.com.

Abstract

In many studies about biomedical research factors influence on the outcome variable, it has no influence or has a positive effect within a certain range. Exceeding a certain threshold value, the size of the effect and/or orientation will change, which called threshold effect. Whether there are threshold effects in the analysis of factors (x) on the outcome variable (y), it can be observed through a smooth curve fitting to see whether there is a piecewise linear relationship. And then using segmented regression model, LRT test and Bootstrap resampling method to analyze the threshold effect. Empower Stats software developed by American X & Y Solutions Inc has a threshold effect analysis module. You can input the threshold value at a given threshold segmentation simulated data. You may not input the threshold, but determined the optimal threshold analog data by the software automatically, and calculated the threshold confidence intervals.

MeSH Term

Confidence Intervals
Epidemiologic Methods
Software

Word Cloud

Created with Highcharts 10.0.0thresholdeffectanalysisfactorsinfluenceoutcomevariablecertainvaluecanusingEmpowerStatssoftwareinputdatamanystudiesbiomedicalresearchpositivewithinrangeExceedingsizeand/ororientationwillchangecalledWhethereffectsxyobservedsmoothcurvefittingseewhetherpiecewiselinearrelationshipsegmentedregressionmodelLRTtestBootstrapresamplingmethodanalyzedevelopedAmericanX&YSolutionsIncmodulegivensegmentationsimulatedmaydeterminedoptimalanalogautomaticallycalculatedconfidenceintervals[Thesoftware]

Similar Articles

Cited By